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Martin Ferianc
Martin Ferianc
AI Research Engineer at Helsing
Verified email at helsing.ai - Homepage
Title
Cited by
Cited by
Year
Large language models surpass human experts in predicting neuroscience results
X Luo, A Rechardt, G Sun, KK Nejad, F Yáñez, B Yilmaz, K Lee, ...
Nature human behaviour 9 (2), 305-315, 2025
1982025
Cultural alignment in large language models: An explanatory analysis based on hofstede’s cultural dimensions
R Masoud, Z Liu, M Ferianc, PC Treleaven, MR Rodrigues
Proceedings of the 31st International Conference on Computational …, 2025
1162025
A Real-Time Object Detection Accelerator with Compressed SSDLite on FPGA
H Fan, S Liu, M Ferianc, HC Ng, Z Que, S Liu, X Niu, W Luk
2018 International Conference on Field-Programmable Technology (FPT), 14-21, 2018
1022018
F-E3D: FPGA-based acceleration of an efficient 3D convolutional neural network for human action recognition
H Fan, C Luo, C Zeng, M Ferianc, Z Que, S Liu, X Niu, W Luk
2019 IEEE 30th international conference on Application-specific Systems …, 2019
562019
FPGA-based acceleration for Bayesian convolutional neural networks
H Fan, M Ferianc, Z Que, S Liu, X Niu, MRD Rodrigues, W Luk
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
542022
Toward full-stack acceleration of deep convolutional neural networks on FPGAs
S Liu, H Fan, M Ferianc, X Niu, H Shi, W Luk
IEEE Transactions on Neural Networks and Learning Systems 33 (8), 3974-3987, 2021
522021
High-performance FPGA-based accelerator for Bayesian neural networks
H Fan, M Ferianc, M Rodrigues, H Zhou, X Niu, W Luk
2021 58th ACM/IEEE Design Automation Conference (DAC), 1063-1068, 2021
392021
Static block floating-point quantization for convolutional neural networks on FPGA
H Fan, G Wang, M Ferianc, X Niu, W Luk
2019 International Conference on Field-Programmable Technology (ICFPT), 28-35, 2019
292019
Algorithm and hardware co-design for reconfigurable cnn accelerator
H Fan, M Ferianc, Z Que, H Li, S Liu, X Niu, W Luk
2022 27th Asia and South Pacific Design Automation Conference (ASP-DAC), 250-255, 2022
252022
Improving performance estimation for FPGA-based accelerators for convolutional neural networks
M Ferianc, H Fan, RSW Chu, J Stano, W Luk
International Symposium on Applied Reconfigurable Computing, 3-13, 2020
242020
Smart laser Sintering: Deep Learning-Powered powder bed fusion 3D printing in precision medicine
Y Abdalla, M Ferianc, A Awad, J Kim, M Elbadawi, AW Basit, M Orlu, ...
International Journal of Pharmaceutics 661, 124440, 2024
202024
Optimizing Bayesian recurrent neural networks on an FPGA-based accelerator
M Ferianc, Z Que, H Fan, W Luk, M Rodrigues
2021 International conference on field-programmable technology (ICFPT), 1-10, 2021
192021
On the effects of quantisation on model uncertainty in bayesian neural networks
M Ferianc, P Maji, M Mattina, M Rodrigues
Uncertainty in Artificial Intelligence, 929-938, 2021
192021
Accelerating Bayesian neural networks via algorithmic and hardware optimizations
H Fan, M Ferianc, Z Que, X Niu, M Rodrigues, W Luk
IEEE Transactions on Parallel and Distributed Systems 33 (12), 3387-3399, 2022
172022
Improving performance estimation for design space exploration for convolutional neural network accelerators
M Ferianc, H Fan, D Manocha, H Zhou, S Liu, X Niu, W Luk
Electronics 10 (4), 520, 2021
162021
Navigating Noise: A Study of How Noise Influences Generalisation and Calibration of Neural Networks
M Ferianc, O Bohdal, T Hospedales, MRD Rodrigues
Transactions on Machine Learning Research, 2024
14*2024
Optimizing FPGA-based CNN accelerator using differentiable neural architecture search
H Fan, M Ferianc, S Liu, Z Que, X Niu, W Luk
2020 IEEE 38th International Conference on Computer Design (ICCD), 465-468, 2020
142020
Enabling fast uncertainty estimation: accelerating bayesian transformers via algorithmic and hardware optimizations
H Fan, M Ferianc, W Luk
Proceedings of the 59th ACM/IEEE Design Automation Conference, 325-330, 2022
132022
MIMMO: Multi-input massive multi-output neural network
M Ferianc, M Rodrigues
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
102023
VINNAS: Variational Inference-based Neural Network Architecture Search
M Ferianc, H Fan, M Rodrigues
arXiv preprint arXiv:2007.06103, 2020
92020
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Articles 1–20